{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Effect of Aerosols in a Tropical Atmosphere"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = ['/Users/vonw/work/courses/2019-2020/fall/CE543/CE543-Remote-Sensing/RRTM/aerosols/AOD0.00/',\n",
    "      '/Users/vonw/work/courses/2019-2020/fall/CE543/CE543-Remote-Sensing/RRTM/aerosols/AOD0.25/',\n",
    "      '/Users/vonw/work/courses/2019-2020/fall/CE543/CE543-Remote-Sensing/RRTM/aerosols/AOD0.50/',\n",
    "      '/Users/vonw/work/courses/2019-2020/fall/CE543/CE543-Remote-Sensing/RRTM/aerosols/AOD0.75/',\n",
    "      '/Users/vonw/work/courses/2019-2020/fall/CE543/CE543-Remote-Sensing/RRTM/aerosols/AOD1.00/']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = ['level', 'pressure', 'UpwardFlux', 'DifDownFlux', 'DirDownFlux', 'DownwardFlux', 'NetFlux', 'HeatingRate']\n",
    "aod0_00 = pd.DataFrame(loadtxt(ds[0]+'OUTPUT_RRTM'), columns=names)\n",
    "aod0_25 = pd.DataFrame(loadtxt(ds[1]+'OUTPUT_RRTM'), columns=names)\n",
    "aod0_50 = pd.DataFrame(loadtxt(ds[2]+'OUTPUT_RRTM'), columns=names)\n",
    "aod0_75 = pd.DataFrame(loadtxt(ds[3]+'OUTPUT_RRTM'), columns=names)\n",
    "aod1_00 = pd.DataFrame(loadtxt(ds[4]+'OUTPUT_RRTM'), columns=names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level</th>\n",
       "      <th>pressure</th>\n",
       "      <th>UpwardFlux</th>\n",
       "      <th>DifDownFlux</th>\n",
       "      <th>DirDownFlux</th>\n",
       "      <th>DownwardFlux</th>\n",
       "      <th>NetFlux</th>\n",
       "      <th>HeatingRate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.06485</td>\n",
       "      <td>130.5739</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>684.6693</td>\n",
       "      <td>684.6693</td>\n",
       "      <td>554.095455</td>\n",
       "      <td>0.00000</td>\n",
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       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.17000</td>\n",
       "      <td>130.5455</td>\n",
       "      <td>0.1116</td>\n",
       "      <td>681.2199</td>\n",
       "      <td>681.3315</td>\n",
       "      <td>550.786005</td>\n",
       "      <td>25.26587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>11.0</td>\n",
       "      <td>21.57000</td>\n",
       "      <td>130.9357</td>\n",
       "      <td>1.8737</td>\n",
       "      <td>665.3021</td>\n",
       "      <td>667.1758</td>\n",
       "      <td>536.240096</td>\n",
       "      <td>6.01799</td>\n",
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       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>102.00000</td>\n",
       "      <td>129.0469</td>\n",
       "      <td>8.3051</td>\n",
       "      <td>648.4162</td>\n",
       "      <td>656.7213</td>\n",
       "      <td>527.674465</td>\n",
       "      <td>0.89873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>245.00000</td>\n",
       "      <td>123.5407</td>\n",
       "      <td>18.4895</td>\n",
       "      <td>626.7476</td>\n",
       "      <td>645.2371</td>\n",
       "      <td>521.696476</td>\n",
       "      <td>0.35284</td>\n",
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       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>375.50000</td>\n",
       "      <td>118.3510</td>\n",
       "      <td>26.4081</td>\n",
       "      <td>597.2780</td>\n",
       "      <td>623.6862</td>\n",
       "      <td>505.335220</td>\n",
       "      <td>1.05814</td>\n",
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       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>489.90000</td>\n",
       "      <td>113.7939</td>\n",
       "      <td>32.4190</td>\n",
       "      <td>567.1216</td>\n",
       "      <td>599.5405</td>\n",
       "      <td>485.746582</td>\n",
       "      <td>1.44477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>6.0</td>\n",
       "      <td>630.70000</td>\n",
       "      <td>108.2966</td>\n",
       "      <td>38.7626</td>\n",
       "      <td>529.6977</td>\n",
       "      <td>568.4603</td>\n",
       "      <td>460.163709</td>\n",
       "      <td>1.53289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>712.40000</td>\n",
       "      <td>105.2327</td>\n",
       "      <td>41.9513</td>\n",
       "      <td>508.5467</td>\n",
       "      <td>550.4979</td>\n",
       "      <td>445.265255</td>\n",
       "      <td>1.53928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>4.0</td>\n",
       "      <td>802.90000</td>\n",
       "      <td>102.1160</td>\n",
       "      <td>45.0676</td>\n",
       "      <td>484.0072</td>\n",
       "      <td>529.0748</td>\n",
       "      <td>426.958743</td>\n",
       "      <td>1.70735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>3.0</td>\n",
       "      <td>851.70000</td>\n",
       "      <td>100.6047</td>\n",
       "      <td>46.5777</td>\n",
       "      <td>470.9183</td>\n",
       "      <td>517.4960</td>\n",
       "      <td>416.891318</td>\n",
       "      <td>1.74112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>2.0</td>\n",
       "      <td>902.90000</td>\n",
       "      <td>99.1429</td>\n",
       "      <td>48.0485</td>\n",
       "      <td>458.1753</td>\n",
       "      <td>506.2238</td>\n",
       "      <td>407.080875</td>\n",
       "      <td>1.61538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>956.70000</td>\n",
       "      <td>97.8087</td>\n",
       "      <td>49.4640</td>\n",
       "      <td>445.6096</td>\n",
       "      <td>495.0736</td>\n",
       "      <td>397.264905</td>\n",
       "      <td>1.54162</td>\n",
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       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1013.00000</td>\n",
       "      <td>96.7839</td>\n",
       "      <td>50.8010</td>\n",
       "      <td>433.1184</td>\n",
       "      <td>483.9193</td>\n",
       "      <td>387.135458</td>\n",
       "      <td>1.51778</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "    level    pressure  UpwardFlux  DifDownFlux  DirDownFlux  DownwardFlux  \\\n",
       "0    13.0     0.06485    130.5739       0.0000     684.6693      684.6693   \n",
       "1    12.0     1.17000    130.5455       0.1116     681.2199      681.3315   \n",
       "2    11.0    21.57000    130.9357       1.8737     665.3021      667.1758   \n",
       "3    10.0   102.00000    129.0469       8.3051     648.4162      656.7213   \n",
       "4     9.0   245.00000    123.5407      18.4895     626.7476      645.2371   \n",
       "5     8.0   375.50000    118.3510      26.4081     597.2780      623.6862   \n",
       "6     7.0   489.90000    113.7939      32.4190     567.1216      599.5405   \n",
       "7     6.0   630.70000    108.2966      38.7626     529.6977      568.4603   \n",
       "8     5.0   712.40000    105.2327      41.9513     508.5467      550.4979   \n",
       "9     4.0   802.90000    102.1160      45.0676     484.0072      529.0748   \n",
       "10    3.0   851.70000    100.6047      46.5777     470.9183      517.4960   \n",
       "11    2.0   902.90000     99.1429      48.0485     458.1753      506.2238   \n",
       "12    1.0   956.70000     97.8087      49.4640     445.6096      495.0736   \n",
       "13    0.0  1013.00000     96.7839      50.8010     433.1184      483.9193   \n",
       "\n",
       "       NetFlux  HeatingRate  \n",
       "0   554.095455      0.00000  \n",
       "1   550.786005     25.26587  \n",
       "2   536.240096      6.01799  \n",
       "3   527.674465      0.89873  \n",
       "4   521.696476      0.35284  \n",
       "5   505.335220      1.05814  \n",
       "6   485.746582      1.44477  \n",
       "7   460.163709      1.53289  \n",
       "8   445.265255      1.53928  \n",
       "9   426.958743      1.70735  \n",
       "10  416.891318      1.74112  \n",
       "11  407.080875      1.61538  \n",
       "12  397.264905      1.54162  \n",
       "13  387.135458      1.51778  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aod0_00"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level</th>\n",
       "      <th>pressure</th>\n",
       "      <th>UpwardFlux</th>\n",
       "      <th>DifDownFlux</th>\n",
       "      <th>DirDownFlux</th>\n",
       "      <th>DownwardFlux</th>\n",
       "      <th>NetFlux</th>\n",
       "      <th>HeatingRate</th>\n",
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       "      <td>0</td>\n",
       "      <td>13.0</td>\n",
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       "      <td>0.0000</td>\n",
       "      <td>684.6693</td>\n",
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       "      <td>1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.17000</td>\n",
       "      <td>128.0651</td>\n",
       "      <td>0.1115</td>\n",
       "      <td>681.2199</td>\n",
       "      <td>681.3314</td>\n",
       "      <td>553.266310</td>\n",
       "      <td>25.26697</td>\n",
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       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>11.0</td>\n",
       "      <td>21.57000</td>\n",
       "      <td>128.4603</td>\n",
       "      <td>1.8716</td>\n",
       "      <td>665.3021</td>\n",
       "      <td>667.1737</td>\n",
       "      <td>538.713343</td>\n",
       "      <td>6.02091</td>\n",
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       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>102.00000</td>\n",
       "      <td>126.5729</td>\n",
       "      <td>8.2968</td>\n",
       "      <td>648.4162</td>\n",
       "      <td>656.7130</td>\n",
       "      <td>530.140162</td>\n",
       "      <td>0.89952</td>\n",
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       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>245.00000</td>\n",
       "      <td>121.0624</td>\n",
       "      <td>18.4755</td>\n",
       "      <td>626.7476</td>\n",
       "      <td>645.2231</td>\n",
       "      <td>524.160745</td>\n",
       "      <td>0.35292</td>\n",
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       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>375.50000</td>\n",
       "      <td>115.8756</td>\n",
       "      <td>26.3961</td>\n",
       "      <td>597.2780</td>\n",
       "      <td>623.6741</td>\n",
       "      <td>507.798547</td>\n",
       "      <td>1.05820</td>\n",
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       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>489.90000</td>\n",
       "      <td>111.3283</td>\n",
       "      <td>32.4154</td>\n",
       "      <td>567.1216</td>\n",
       "      <td>599.5369</td>\n",
       "      <td>488.208649</td>\n",
       "      <td>1.44487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>6.0</td>\n",
       "      <td>630.70000</td>\n",
       "      <td>105.8563</td>\n",
       "      <td>38.7808</td>\n",
       "      <td>529.6977</td>\n",
       "      <td>568.4785</td>\n",
       "      <td>462.622164</td>\n",
       "      <td>1.53311</td>\n",
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       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>712.40000</td>\n",
       "      <td>102.8168</td>\n",
       "      <td>41.9892</td>\n",
       "      <td>508.5467</td>\n",
       "      <td>550.5358</td>\n",
       "      <td>447.719061</td>\n",
       "      <td>1.53976</td>\n",
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       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>4.0</td>\n",
       "      <td>802.90000</td>\n",
       "      <td>99.7421</td>\n",
       "      <td>45.1354</td>\n",
       "      <td>484.0072</td>\n",
       "      <td>529.1426</td>\n",
       "      <td>429.400476</td>\n",
       "      <td>1.70847</td>\n",
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       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>3.0</td>\n",
       "      <td>851.70000</td>\n",
       "      <td>98.2641</td>\n",
       "      <td>46.6660</td>\n",
       "      <td>470.9183</td>\n",
       "      <td>517.5843</td>\n",
       "      <td>419.320280</td>\n",
       "      <td>1.74333</td>\n",
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       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>2.0</td>\n",
       "      <td>902.90000</td>\n",
       "      <td>96.8497</td>\n",
       "      <td>48.1625</td>\n",
       "      <td>458.1753</td>\n",
       "      <td>506.3378</td>\n",
       "      <td>409.488041</td>\n",
       "      <td>1.61897</td>\n",
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       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>956.70000</td>\n",
       "      <td>95.5957</td>\n",
       "      <td>49.6096</td>\n",
       "      <td>445.6096</td>\n",
       "      <td>495.2192</td>\n",
       "      <td>399.623473</td>\n",
       "      <td>1.54925</td>\n",
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       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1013.00000</td>\n",
       "      <td>87.3843</td>\n",
       "      <td>91.1823</td>\n",
       "      <td>345.7393</td>\n",
       "      <td>436.9215</td>\n",
       "      <td>349.537236</td>\n",
       "      <td>7.50486</td>\n",
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      ],
      "text/plain": [
       "    level    pressure  UpwardFlux  DifDownFlux  DirDownFlux  DownwardFlux  \\\n",
       "0    13.0     0.06485    128.0934       0.0000     684.6693      684.6693   \n",
       "1    12.0     1.17000    128.0651       0.1115     681.2199      681.3314   \n",
       "2    11.0    21.57000    128.4603       1.8716     665.3021      667.1737   \n",
       "3    10.0   102.00000    126.5729       8.2968     648.4162      656.7130   \n",
       "4     9.0   245.00000    121.0624      18.4755     626.7476      645.2231   \n",
       "5     8.0   375.50000    115.8756      26.3961     597.2780      623.6741   \n",
       "6     7.0   489.90000    111.3283      32.4154     567.1216      599.5369   \n",
       "7     6.0   630.70000    105.8563      38.7808     529.6977      568.4785   \n",
       "8     5.0   712.40000    102.8168      41.9892     508.5467      550.5358   \n",
       "9     4.0   802.90000     99.7421      45.1354     484.0072      529.1426   \n",
       "10    3.0   851.70000     98.2641      46.6660     470.9183      517.5843   \n",
       "11    2.0   902.90000     96.8497      48.1625     458.1753      506.3378   \n",
       "12    1.0   956.70000     95.5957      49.6096     445.6096      495.2192   \n",
       "13    0.0  1013.00000     87.3843      91.1823     345.7393      436.9215   \n",
       "\n",
       "       NetFlux  HeatingRate  \n",
       "0   556.575903      0.00000  \n",
       "1   553.266310     25.26697  \n",
       "2   538.713343      6.02091  \n",
       "3   530.140162      0.89952  \n",
       "4   524.160745      0.35292  \n",
       "5   507.798547      1.05820  \n",
       "6   488.208649      1.44487  \n",
       "7   462.622164      1.53311  \n",
       "8   447.719061      1.53976  \n",
       "9   429.400476      1.70847  \n",
       "10  419.320280      1.74333  \n",
       "11  409.488041      1.61897  \n",
       "12  399.623473      1.54925  \n",
       "13  349.537236      7.50486  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aod0_25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9b60ecdc18>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "semilogy(aod0_00.UpwardFlux, aod0_00.pressure,\n",
    "     aod0_25.UpwardFlux, aod0_25.pressure,\n",
    "     aod0_50.UpwardFlux, aod0_50.pressure,\n",
    "     aod0_75.UpwardFlux, aod0_75.pressure,\n",
    "     aod1_00.UpwardFlux, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Flux (W m-2)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Upward Flux')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9b51203898>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "plot(aod0_00.DownwardFlux, aod0_00.pressure,\n",
    "     aod0_25.DownwardFlux, aod0_25.pressure,\n",
    "     aod0_50.DownwardFlux, aod0_50.pressure,\n",
    "     aod0_75.DownwardFlux, aod0_75.pressure,\n",
    "     aod1_00.DownwardFlux, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Flux (W m-2)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Downward Flux')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9b60c62cf8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "plot(aod0_00.DirDownFlux, aod0_00.pressure,\n",
    "     aod0_25.DirDownFlux, aod0_25.pressure,\n",
    "     aod0_50.DirDownFlux, aod0_50.pressure,\n",
    "     aod0_75.DirDownFlux, aod0_75.pressure,\n",
    "     aod1_00.DirDownFlux, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Flux (W m-2)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Direct Downward Flux')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9b70c499b0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "plot(aod0_00.DifDownFlux, aod0_00.pressure,\n",
    "     aod0_25.DifDownFlux, aod0_25.pressure,\n",
    "     aod0_50.DifDownFlux, aod0_50.pressure,\n",
    "     aod0_75.DifDownFlux, aod0_75.pressure,\n",
    "     aod1_00.DifDownFlux, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Flux (W m-2)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Diffuse Downward Flux')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9b519a5320>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "plot(aod0_00.NetFlux, aod0_00.pressure,\n",
    "     aod0_25.NetFlux, aod0_25.pressure,\n",
    "     aod0_50.NetFlux, aod0_50.pressure,\n",
    "     aod0_75.NetFlux, aod0_75.pressure,\n",
    "     aod1_00.NetFlux, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Flux (W m-2)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Net Flux')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9b519ae9e8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "plot(aod0_00.HeatingRate, aod0_00.pressure,\n",
    "     aod0_25.HeatingRate, aod0_25.pressure,\n",
    "     aod0_50.HeatingRate, aod0_50.pressure,\n",
    "     aod0_75.HeatingRate, aod0_75.pressure,\n",
    "     aod1_00.HeatingRate, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Heating Rate (K day-1)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Heating Rate')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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